The econometric theory for extremum estimation in e.g. [1]} takes as a given that an optimizer finds the unique solution. But the econometric assumptions are not enough to ensure a numerical optimizer will provide a globally convergent solution to the sample problem \(Q_n(\theta )\) . The following is standard in gradient-based optimization theory:
